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841925
Computer Vision
Description
Mind Map on Computer Vision, created by Jonathan Zinger on 05/07/2014.
Mind Map by
Jonathan Zinger
, updated more than 1 year ago
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Created by
Jonathan Zinger
over 10 years ago
28
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Resource summary
Computer Vision
Challenges
Deformation
Illumination
Occlusion
Scale
Viewpoint
Clutter
Motion
Intra-Class Variation
Local Ambiguity
Cues
Depth
Linear Perspective
Aerial Perspective
Shape and lighting
Shading
Grouping
Common Fate
Connected to:
ML
AI
Robotics
Image Processing
Vision
I. Basic Processing - feature detection
2 Fitting & Grouping
3 Multi-view Geometry
4 Recognition
5 Semantic Segmentation
Object Recognition
Problems
Post Est. Where is it in 3d?
Segmentation - Where is it in 2d
Recognition - What is it
Attempts
Recognition from appearance
Recognition from Geometry
Best: view based, local invariance,' lots of features and voting
Features
Distinctive
many per object
Easy to detect
Object Categorization
MAP - bayes
Face Detection
Slide window across image - evaluate face model
Robotics
Where am i
SLAM
Whats nearby
Navigation/Learning
Perception
Computation STereo
Feature Detection
Motion Tracking
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